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cs.LG2025
Optimization-based Online Conformal Prediction for Multi-step Forecasting
Ruipu Li, Daniel Menacho, Alexander Rodríguez
Conformal prediction (CP) provides distribution-free coverage guarantees, making it well suited for uncertainty quantification in time series forecasting. However, existing methods…
cs.LG2024
Neural Conformal Control for Time Series Forecasting
Ruipu Li, Alexander Rodríguez
We introduce a neural network conformal prediction method for time series that enhances adaptivity in non-stationary environments. Our approach acts as a neural controller designed…